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Do Deep Learning Methods Really Perform Better in Molecular Conformation Generation?

Authors: Gengmo Zhou, Zhifeng Gao, Zhewei Wei, Hang Zheng, Guolin Ke

We revisit the benchmark after simple traditional algorithms beat deep learning methods in conformation generation.

Data

GraphQL Queries & Mutations

These are the GraphQL queries and mutations for the YouTube course.

Get names of all clients

{
  clients {
    name
 }

VSCode Shortcuts

List of helpful shortcuts for faster coding

If you have any other helpful shortcuts, feel free to add in the comments of this gist :)

Official List of all commands

Windows
Mac

A lot of people mentioned other immutable JS libraries after reading my post. I thought it would be good to make a list of available ones.

There are two types of immutable libraries: simple helpers for copying JavaScript objects, and actual persistent data structure implementations. My post generally analyzed the tradeoffs between both kinds of libraries and everything applies to the below libraries in either category.

Libraries are sorted by github popularity.

	#!/bin/sh
	if [ "$(whoami)" != "root" ]; then
	echo "Please run this script as root."
	exit
	fi
	printf "This script will\n\n- Remove Snap\n- Install the deb version of Firefox\n- Install Flatpak\n- Optionally replace Ubuntu Desktop with GNOME\n\n"
	read -p "Continue? (Y/n) " start_prompt
	case $start_prompt in
	[nN] \| [nN][oO] )
	exit

	const addFrameConsciousEvent = (obj, event, handler) => { //adapted from: https://developer.mozilla.org/en-US/docs/Web/Events/resize#Example
	let isRunning = false;

	const handlerWrapper = (e)=> {
	if (!isRunning){
	isRunning = true;
	requestAnimationFrame(()=>{ //throttling so only execute when the browser is ready to re-render
	isRunning = false;
	handler(e);
	})

	/**
	* Concatenates N arrays without dups.
	* If an array's item is an Object, compare by `value`
	* @param {*} k
	*/
	export const concatWithoutDups = (...key) => {
	const result = (...args) => {
	const newArr = [],
	existingObj = {};

	const removeStyleProp = (elm, prop) =>
	elm.style.cssText = elm.style.cssText // cssText automatically (luckily) adds spaces between declarations
	.split('; ')
	.filter(p => !p.startsWith(prop) )
	.join(';');

	/*** ceil ****/

	/* For a value between 0 - 1, where 1 is the maximum possible */
	--ceil: clamp(0, calc((1 - var(--value)) * 100), 1);


	/*** floor ****/

	/* For a value between 0 - 1, where 1 is the maximum possible, use a value just a tiny bit below the maximum for the
	math to work, so the output will be either positive or negative when magnified by a factor of 999999*/

	-- show running queries (pre 9.2)
	SELECT procpid, age(clock_timestamp(), query_start), usename, current_query
	FROM pg_stat_activity
	WHERE current_query != '<IDLE>' AND current_query NOT ILIKE '%pg_stat_activity%'
	ORDER BY query_start desc;

	-- show running queries (9.2)
	SELECT pid, age(clock_timestamp(), query_start), usename, query
	FROM pg_stat_activity
	WHERE query != '<IDLE>' AND query NOT ILIKE '%pg_stat_activity%'